Environmental Certifications as Strategic Assets? Evidence from Italian Chemical and Pharmaceutical Firms
Abstract
1. Introduction
2. Literature Review
2.1. ESG Disclosure and Business Performance
2.2. Research Gap
2.3. Industry Focus: Chemical and Pharmaceutical Context
3. Data and Methods
3.1. AI-Based Content Analysis
- ➢
- Generic environmental disclosure, such as the presence of a dedicated section specifically addressing environmental reporting, sentences regarding water discharge management practices or statements on adherence to environmental norms, and environmental certifications (Disclosures)
- ➢
- Specific disclosure of environmental certifications formally obtained by the company (Certifications).
3.2. Multivariate Analysis
4. Results
4.1. Content Analysis Results
4.2. Multivariate Analyses Results
4.2.1. Descriptive Statistics
4.2.2. Full Sample
4.2.3. Split Sample
5. Discussion
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A. AI Content Analysis Pipeline
- an OCR-based text-extraction module, implemented with the Tesseract library, which converts PDF pages (including scanned images within PDFs) into machine-readable text;
- a topic-detection module, which applies a combination of rule-based routines and supervised classifiers to the extracted text in order to identify passages that discuss environmental disclosure, third-party certifications, emissions trading, and related subjects.
Appendix B. Descriptive Statistics by Sector
Variable | Obs | Mean/Prop. | Std. Dev. | Min | Max | Variable Type |
---|---|---|---|---|---|---|
Assets | 846 | 241,195 | 356,028 | 9825 | 3,696,000 | Cont. (EUR th.) |
Sales | 861 | 261,410 | 474,458 | 0.00 | 5,317,564 | Cont. (EUR th.) |
EBITDA | 860 | 12,831 | 61,035 | −649,664 | 323,484 | Cont. (EUR th.) |
ROE | 847 | 9.67 | 21.94 | −149.25 | 92.86 | Ratio |
Debt_to_Equity | 849 | 1.56 | 2.04 | 0.00 | 20.45 | Ratio |
Disclosure | 862 | 0.66 | 0.47 | 0 | 1 | Binary |
Certifications | 862 | 0.48 | 0.50 | 0 | 1 | Binary |
Geograhical_Clusters | 862 | 1.40 | 0.76 | 1 | 4 | Categorical |
Variable | Obs | Mean/Prop | Std. Dev. | Min | Max | Variable Type |
---|---|---|---|---|---|---|
Assets | 882 | 281,689 | 410,440 | 5,224,772 | 3,635,235 | Cont. (EUR th.) |
Sales | 882 | 239,630 | 321,955 | 0 | 1,796,530 | Cont. (EUR th.) |
EBITDA | 882 | 22,678 | 40,180 | −74,680 | 362,704 | Cont. (EUR th.) |
ROE | 879 | 15.08 | 19.91 | −123.5 | 86.06 | Ratio |
Debt_to_Equity | 877 | 1.96 | 3.23 | 0.02 | 38.59 | Ratio |
Disclosure | 882 | 0.61 | 0.49 | 0 | 1 | Binary |
Certifications | 882 | 0.41 | 0.49 | 0 | 1 | Binary |
Geograhical_Clusters | 882 | 1.77 | 0.97 | 1 | 4 | Categorical |
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Pharmaceutical Firms | Chemical Firms | |||
---|---|---|---|---|
Year | Certifications | Disclosure | Certifications | Disclosure |
2012 | 0.347 | 0.589 | 0.427 | 0.629 |
2013 | 0.426 | 0.585 | 0.429 | 0.615 |
2014 | 0.414 | 0.606 | 0.484 | 0.674 |
2015 | 0.420 | 0.610 | 0.464 | 0.680 |
2016 | 0.394 | 0.586 | 0.479 | 0.698 |
2017 | 0.400 | 0.620 | 0.510 | 0.670 |
2018 | 0.394 | 0.566 | 0.459 | 0.633 |
2019 | 0.439 | 0.643 | 0.470 | 0.670 |
2020 | 0.459 | 0.653 | 0.460 | 0.660 |
average | 0.410 | 0.607 | 0.465 | 0.659 |
Variable | Obs | Mean/Prop | Std. Dev. | Min | Max | Variable Type |
---|---|---|---|---|---|---|
Assets | 1728 | 261,864 | 385,185 | 9825 | 3,696,000 | Cont. (EUR th.) |
Sales | 1743 | 250,389 | 404,567 | 0 | 5,317,564 | Cont. (EUR th.) |
EBITDA | 1742 | 17,817 | 51,761 | −649,664 | 362,704 | Cont. (EUR th.) |
ROE | 1726 | 12.43 | 21.10 | −149.25 | 92.86 | Ratio |
Debt_to_Equity | 1726 | 1.76 | 2.72 | −0.29 | 38.59 | Ratio |
Disclosure | 1748 | 0.63 | 0.48 | 0 | 1 | Binary |
Certifications | 1748 | 0.44 | 0.50 | 0 | 1 | Binary |
Geographical_Clusters | 1748 | 1.59 | 0.89 | 1 | 4 | Categorical |
(1) | (2) | (3) | (4) | (5) | |
---|---|---|---|---|---|
Variables | Ln Sales | Ln EBITDA | EBITDA/Sales | EBITDA/Assets | ROE |
Certifications × Disclosure (0;1) | 0.005 | 0.063 | 0.003 | 0.003 | 0.070 |
(0.036) | (0.075) | (0.012) | (0.008) | (1.710) | |
Certifications × Disclosure (1;1) | 0.125 *** | 0.129 | 0.020 | 0.013 | −0.895 |
(0.036) | (0.080) | (0.012) | (0.009) | (1.736) | |
Ln_Assets | 0.173 *** | 0.130 * | 0.003 | −0.001 | 0.276 |
(0.031) | (0.067) | (0.010) | (0.009) | (1.473) | |
Efficiency | 0.001 *** | 0.001 | 0.000 | 0.069 *** | 0.001 |
(0.000) | (0.001) | (0.000) | (0.004) | (0.023) | |
Debt_to_Equity | −0.062 *** | 0.039 *** | −0.013 *** | 0.003 ** | 0.151 |
(0.006) | (0.014) | (0.002) | (0.001) | (0.266) | |
Controlled by Sector and Geographical cluster | YES | YES | YES | YES | YES |
Constant | 9.862 *** | 7.552 *** | 0.054 | 0.010 | 9.342 |
(0.369) | (0.800) | (0.125) | (0.106) | (17.600) | |
Observations | 1710 | 1549 | 1710 | 1711 | 1696 |
R-squared | 0.085 | 0.012 | 0.029 | 0.195 | 0.000 |
Number of companies | 198 | 196 | 198 | 198 | 198 |
(1) | (2) | (3) | (4) | (5) | |
---|---|---|---|---|---|
Variables | Ln Sales | Ln EBITDA | EBITDA/Sales | EBITDA/Assets | ROE |
Certifications × Disclosure (0;1) | 0.003 | −0.032 | 0.006 | −0.005 | −0.570 |
(0.055) | (0.120) | (0.012) | (0.016) | (2.668) | |
Certifications × Disclosure (1;1) | 0.222 *** | 0.150 | 0.044 *** | 0.013 | −1.273 |
(0.057) | (0.132) | (0.012) | (0.016) | (2.708) | |
Ln_Assets | −0.557 *** | −0.714 *** | −0.024 ** | −0.033 | −2.768 |
(0.048) | (0.108) | (0.010) | (0.020) | (2.292) | |
Efficiency | −0.003 *** | −0.004 *** | −0.000 | 0.055 *** | −0.019 |
(0.001) | (0.001) | (0.000) | (0.007) | (0.025) | |
Debt_to_Equity | −0.118 *** | 0.042 | −0.018 *** | 0.008 *** | 0.577 |
(0.010) | (0.027) | (0.002) | (0.003) | (0.484) | |
Controlled by Geographical Cluster | YES | YES | YES | YES | YES |
Constant | 18.634 *** | 17.454 *** | 0.353 *** | 0.389 | 42.633 |
(0.572) | (1.301) | (0.123) | (0.250) | (27.591) | |
Observations | 835 | 738 | 835 | 834 | 822 |
R-squared | 0.281 | 0.074 | 0.104 | 0.223 | 0.004 |
Number of companies | 98 | 96 | 98 | 98 | 98 |
(1) | (2) | (3) | (4) | (5) | |
---|---|---|---|---|---|
Variables | Ln Sales | Ln EBITDA | EBITDA/Sales | EBITDA/Assets | ROE |
Certifications × Disclosure (0;1) | −0.012 | 0.099 | 0.003 | 0.011 | 1.615 |
(0.022) | (0.083) | (0.020) | (0.008) | (2.167) | |
Certifications × Disclosure (1;1) | −0.011 | 0.046 | −0.001 | 0.010 | −1.585 |
(0.022) | (0.086) | (0.020) | (0.008) | (2.194) | |
Ln_Assets | 0.941 *** | 1.152 *** | 0.051 *** | 0.024 *** | 9.128 *** |
(0.021) | (0.085) | (0.019) | (0.008) | (2.054) | |
Efficiency | 0.902 *** | 1.223 *** | 0.099 *** | 0.138 *** | 21.781 *** |
(0.028) | (0.113) | (0.025) | (0.010) | (2.747) | |
Debt_to_Equity | −0.040 *** | 0.021 | −0.010 *** | 0.002 * | 0.472 |
(0.003) | (0.014) | (0.003) | (0.001) | (0.321) | |
Controlled by Geographical Cluster | YES | YES | YES | YES | YES |
Constant | −0.232 | −5.728 *** | −0.600 ** | −0.343 *** | −116.994 *** |
(0.262) | (1.081) | (0.237) | (0.098) | (25.804) | |
Observations | 875 | 811 | 875 | 877 | 874 |
R-squared | 0.753 | 0.233 | 0.037 | 0.196 | 0.078 |
Number of companies | 100 | 100 | 100 | 100 | 100 |
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Ruberti, M.; Calciolari, S. Environmental Certifications as Strategic Assets? Evidence from Italian Chemical and Pharmaceutical Firms. J. Risk Financial Manag. 2025, 18, 562. https://doi.org/10.3390/jrfm18100562
Ruberti M, Calciolari S. Environmental Certifications as Strategic Assets? Evidence from Italian Chemical and Pharmaceutical Firms. Journal of Risk and Financial Management. 2025; 18(10):562. https://doi.org/10.3390/jrfm18100562
Chicago/Turabian StyleRuberti, Massimo, and Stefano Calciolari. 2025. "Environmental Certifications as Strategic Assets? Evidence from Italian Chemical and Pharmaceutical Firms" Journal of Risk and Financial Management 18, no. 10: 562. https://doi.org/10.3390/jrfm18100562
APA StyleRuberti, M., & Calciolari, S. (2025). Environmental Certifications as Strategic Assets? Evidence from Italian Chemical and Pharmaceutical Firms. Journal of Risk and Financial Management, 18(10), 562. https://doi.org/10.3390/jrfm18100562